





"""simple docstring"""





def      UpperCAmelCase__				(    SCREAMING_SNAKE_CASE	:		List[str]     ):  # noqa: E741







      '''simple docstring'''




      lowerCAmelCase    		=			len(SCREAMING_SNAKE_CASE     )
      lowerCAmelCase    		=			0
      lowerCAmelCase    		=			[0] * n
      lowerCAmelCase    		=			[False] * n
      lowerCAmelCase    		=			[False] * n

      def dfs(SCREAMING_SNAKE_CASE	:		str				,		SCREAMING_SNAKE_CASE	:		str				,		SCREAMING_SNAKE_CASE	:		Dict				,		SCREAMING_SNAKE_CASE	:		Any     ):
            if parent == root:
                  out_edge_count += 1
            lowerCAmelCase    		=			True
            lowerCAmelCase    		=			at

            for to in l[at]:
                  if to == parent:
                        pass
                  elif not visited[to]:
                        lowerCAmelCase    		=			dfs(SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE     )
                        lowerCAmelCase    		=			min(low[at]				,		low[to]     )

                        # AP found via bridge
                        if at < low[to]:
                              lowerCAmelCase    		=			True
                        # AP found via cycle
                        if at == low[to]:
                              lowerCAmelCase    		=			True
                  else:
                        lowerCAmelCase    		=			min(low[at]				,		SCREAMING_SNAKE_CASE     )
            return out_edge_count

      for i in range(SCREAMING_SNAKE_CASE     ):
            if not visited[i]:
                  lowerCAmelCase    		=			0
                  lowerCAmelCase    		=			dfs(SCREAMING_SNAKE_CASE				,		SCREAMING_SNAKE_CASE				,		-1				,		SCREAMING_SNAKE_CASE     )
                  lowerCAmelCase    		=			out_edge_count > 1

      for x in range(len(SCREAMING_SNAKE_CASE     )     ):
            if is_art[x] is True:
                  print(SCREAMING_SNAKE_CASE     )


# Adjacency list of graph
SCREAMING_SNAKE_CASE__   =  {
    0: [1, 2],
    1: [0, 2],
    2: [0, 1, 3, 5],
    3: [2, 4],
    4: [3],
    5: [2, 6, 8],
    6: [5, 7],
    7: [6, 8],
    8: [5, 7],
}






compute_ap(data)













"""simple docstring"""





from ...configuration_utils import PretrainedConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__   =  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__   =  {
    "uclanlp/visualbert-vqa": "https://huggingface.co/uclanlp/visualbert-vqa/resolve/main/config.json",
    "uclanlp/visualbert-vqa-pre": "https://huggingface.co/uclanlp/visualbert-vqa-pre/resolve/main/config.json",
    "uclanlp/visualbert-vqa-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-vqa-coco-pre/resolve/main/config.json"
    ),
    "uclanlp/visualbert-vcr": "https://huggingface.co/uclanlp/visualbert-vcr/resolve/main/config.json",
    "uclanlp/visualbert-vcr-pre": "https://huggingface.co/uclanlp/visualbert-vcr-pre/resolve/main/config.json",
    "uclanlp/visualbert-vcr-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-vcr-coco-pre/resolve/main/config.json"
    ),
    "uclanlp/visualbert-nlvr2": "https://huggingface.co/uclanlp/visualbert-nlvr2/resolve/main/config.json",
    "uclanlp/visualbert-nlvr2-pre": "https://huggingface.co/uclanlp/visualbert-nlvr2-pre/resolve/main/config.json",
    "uclanlp/visualbert-nlvr2-coco-pre": (
        "https://huggingface.co/uclanlp/visualbert-nlvr2-coco-pre/resolve/main/config.json"
    )
    # See all VisualBERT models at https://huggingface.co/models?filter=visual_bert
}

class 						lowercase   (   _UpperCAmelCase   ):
      _SCREAMING_SNAKE_CASE							      = 'visual_bert'





      def __init__(			self ,		lowercase=30_522 ,		lowercase=768 ,		lowercase=512 ,		lowercase=12 ,		lowercase=12 ,		lowercase=3_072 ,		lowercase="gelu" ,		lowercase=0.1 ,		lowercase=0.1 ,		lowercase=512 ,		lowercase=2 ,		lowercase=0.02 ,		lowercase=1e-12 ,		lowercase=False ,		lowercase=True ,		lowercase=1 ,		lowercase=0 ,		lowercase=2 ,		**lowercase ,		)						->	int:
            super().__init__(pad_token_id=lowercase ,		bos_token_id=lowercase ,		eos_token_id=lowercase ,		**lowercase					)

            lowerCAmelCase    		=			vocab_size
            lowerCAmelCase    		=			max_position_embeddings
            lowerCAmelCase    		=			hidden_size
            lowerCAmelCase    		=			visual_embedding_dim
            lowerCAmelCase    		=			num_hidden_layers
            lowerCAmelCase    		=			num_attention_heads
            lowerCAmelCase    		=			intermediate_size
            lowerCAmelCase    		=			hidden_act
            lowerCAmelCase    		=			hidden_dropout_prob
            lowerCAmelCase    		=			attention_probs_dropout_prob
            lowerCAmelCase    		=			initializer_range
            lowerCAmelCase    		=			type_vocab_size
            lowerCAmelCase    		=			layer_norm_eps
            lowerCAmelCase    		=			bypass_transformer
            lowerCAmelCase    		=			special_visual_initialize






